{
 "cells": [
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-23T07:41:28.767435Z",
     "start_time": "2025-11-23T07:41:28.748023Z"
    }
   },
   "cell_type": "code",
   "source": [
    "import os\n",
    "\n",
    "import numpy as np\n",
    "import pandas as pd\n",
    "import matplotlib.pyplot as plt\n",
    "import seaborn as sns\n",
    "import datetime as dt\n",
    "from wordcloud import WordCloud\n",
    "import warnings\n",
    "\n",
    "warnings.filterwarnings('ignore', category=DeprecationWarning)\n",
    "warnings.filterwarnings('ignore')"
   ],
   "id": "4faa30cc5979f659",
   "outputs": [],
   "execution_count": 6
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-23T07:41:31.049031Z",
     "start_time": "2025-11-23T07:41:30.496035Z"
    }
   },
   "cell_type": "code",
   "source": [
    "base_path = \"./data\"\n",
    "files = os.listdir(base_path)\n",
    "print(\"Available files:\", files)\n",
    "for file in files:\n",
    "    if file.endswith(\".xlsx\"):\n",
    "        data = pd.read_excel(os.path.join(base_path, file), sheet_name='Year 2009-2010')\n",
    "    elif file.endswith(\".csv\"):\n",
    "        data = pd.read_csv(os.path.join(base_path, file))\n",
    "print(\"Dataset Loaded Successfully!\")\n",
    "print(f\"Shape of dataset: {data.shape}\")\n",
    "print(data.head(10))"
   ],
   "id": "2c6ccc1524600800",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Available files: ['online_retail_II.csv']\n",
      "Dataset Loaded Successfully!\n",
      "Shape of dataset: (1067371, 8)\n",
      "  Invoice StockCode                          Description  Quantity  \\\n",
      "0  489434     85048  15CM CHRISTMAS GLASS BALL 20 LIGHTS        12   \n",
      "1  489434    79323P                   PINK CHERRY LIGHTS        12   \n",
      "2  489434    79323W                  WHITE CHERRY LIGHTS        12   \n",
      "3  489434     22041         RECORD FRAME 7\" SINGLE SIZE         48   \n",
      "4  489434     21232       STRAWBERRY CERAMIC TRINKET BOX        24   \n",
      "5  489434     22064           PINK DOUGHNUT TRINKET POT         24   \n",
      "6  489434     21871                  SAVE THE PLANET MUG        24   \n",
      "7  489434     21523   FANCY FONT HOME SWEET HOME DOORMAT        10   \n",
      "8  489435     22350                            CAT BOWL         12   \n",
      "9  489435     22349       DOG BOWL , CHASING BALL DESIGN        12   \n",
      "\n",
      "           InvoiceDate  Price  Customer ID         Country  \n",
      "0  2009-12-01 07:45:00   6.95      13085.0  United Kingdom  \n",
      "1  2009-12-01 07:45:00   6.75      13085.0  United Kingdom  \n",
      "2  2009-12-01 07:45:00   6.75      13085.0  United Kingdom  \n",
      "3  2009-12-01 07:45:00   2.10      13085.0  United Kingdom  \n",
      "4  2009-12-01 07:45:00   1.25      13085.0  United Kingdom  \n",
      "5  2009-12-01 07:45:00   1.65      13085.0  United Kingdom  \n",
      "6  2009-12-01 07:45:00   1.25      13085.0  United Kingdom  \n",
      "7  2009-12-01 07:45:00   5.95      13085.0  United Kingdom  \n",
      "8  2009-12-01 07:46:00   2.55      13085.0  United Kingdom  \n",
      "9  2009-12-01 07:46:00   3.75      13085.0  United Kingdom  \n"
     ]
    }
   ],
   "execution_count": 7
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-23T07:41:32.940150Z",
     "start_time": "2025-11-23T07:41:32.851661Z"
    }
   },
   "cell_type": "code",
   "source": "data.info()",
   "id": "8a44507b95a9750d",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 1067371 entries, 0 to 1067370\n",
      "Data columns (total 8 columns):\n",
      " #   Column       Non-Null Count    Dtype  \n",
      "---  ------       --------------    -----  \n",
      " 0   Invoice      1067371 non-null  object \n",
      " 1   StockCode    1067371 non-null  object \n",
      " 2   Description  1062989 non-null  object \n",
      " 3   Quantity     1067371 non-null  int64  \n",
      " 4   InvoiceDate  1067371 non-null  object \n",
      " 5   Price        1067371 non-null  float64\n",
      " 6   Customer ID  824364 non-null   float64\n",
      " 7   Country      1067371 non-null  object \n",
      "dtypes: float64(2), int64(1), object(5)\n",
      "memory usage: 65.1+ MB\n"
     ]
    }
   ],
   "execution_count": 8
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-23T07:41:34.680980Z",
     "start_time": "2025-11-23T07:41:34.610551Z"
    }
   },
   "cell_type": "code",
   "source": "display(data.describe())",
   "id": "b28f926a57f097f6",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "           Quantity         Price    Customer ID\n",
       "count  1.067371e+06  1.067371e+06  824364.000000\n",
       "mean   9.938898e+00  4.649388e+00   15324.638504\n",
       "std    1.727058e+02  1.235531e+02    1697.464450\n",
       "min   -8.099500e+04 -5.359436e+04   12346.000000\n",
       "25%    1.000000e+00  1.250000e+00   13975.000000\n",
       "50%    3.000000e+00  2.100000e+00   15255.000000\n",
       "75%    1.000000e+01  4.150000e+00   16797.000000\n",
       "max    8.099500e+04  3.897000e+04   18287.000000"
      ],
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Quantity</th>\n",
       "      <th>Price</th>\n",
       "      <th>Customer ID</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>1.067371e+06</td>\n",
       "      <td>1.067371e+06</td>\n",
       "      <td>824364.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>9.938898e+00</td>\n",
       "      <td>4.649388e+00</td>\n",
       "      <td>15324.638504</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>1.727058e+02</td>\n",
       "      <td>1.235531e+02</td>\n",
       "      <td>1697.464450</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>-8.099500e+04</td>\n",
       "      <td>-5.359436e+04</td>\n",
       "      <td>12346.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>1.000000e+00</td>\n",
       "      <td>1.250000e+00</td>\n",
       "      <td>13975.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>3.000000e+00</td>\n",
       "      <td>2.100000e+00</td>\n",
       "      <td>15255.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>1.000000e+01</td>\n",
       "      <td>4.150000e+00</td>\n",
       "      <td>16797.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>8.099500e+04</td>\n",
       "      <td>3.897000e+04</td>\n",
       "      <td>18287.000000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ]
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 9
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-23T07:44:38.229414Z",
     "start_time": "2025-11-23T07:44:38.149821Z"
    }
   },
   "cell_type": "code",
   "source": "display(data.isnull().sum())",
   "id": "1d15ef04862ddd2b",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Invoice             0\n",
       "StockCode           0\n",
       "Description      4382\n",
       "Quantity            0\n",
       "InvoiceDate         0\n",
       "Price               0\n",
       "Customer ID    243007\n",
       "Country             0\n",
       "dtype: int64"
      ]
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 12
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-23T07:44:40.326822Z",
     "start_time": "2025-11-23T07:44:40.052323Z"
    }
   },
   "cell_type": "code",
   "source": [
    "#数据清洗\n",
    "data = data.dropna(subset=[\"Customer ID\"])\n",
    "data = data[(data[\"Quantity\"] > 0) & (data[\"Price\"] > 0)]\n",
    "data[\"InvoiceDate\"] = pd.to_datetime(data[\"InvoiceDate\"])\n",
    "data[\"Customer ID\"] = data[\"Customer ID\"].astype(int)\n",
    "data[\"TotalSales\"] = data[\"Quantity\"] * data[\"Price\"]\n",
    "print(\"Dataset Cleaned Successfully!\")\n",
    "data.head(10)\n",
    "data.info()\n",
    "data.describe()"
   ],
   "id": "155d65bc2fe587a",
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Dataset Cleaned Successfully!\n",
      "<class 'pandas.core.frame.DataFrame'>\n",
      "Index: 805549 entries, 0 to 1067370\n",
      "Data columns (total 9 columns):\n",
      " #   Column       Non-Null Count   Dtype         \n",
      "---  ------       --------------   -----         \n",
      " 0   Invoice      805549 non-null  object        \n",
      " 1   StockCode    805549 non-null  object        \n",
      " 2   Description  805549 non-null  object        \n",
      " 3   Quantity     805549 non-null  int64         \n",
      " 4   InvoiceDate  805549 non-null  datetime64[ns]\n",
      " 5   Price        805549 non-null  float64       \n",
      " 6   Customer ID  805549 non-null  int64         \n",
      " 7   Country      805549 non-null  object        \n",
      " 8   TotalSales   805549 non-null  float64       \n",
      "dtypes: datetime64[ns](1), float64(2), int64(2), object(4)\n",
      "memory usage: 61.5+ MB\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "            Quantity                    InvoiceDate          Price  \\\n",
       "count  805549.000000                         805549  805549.000000   \n",
       "mean       13.290522  2011-01-02 10:24:44.106814464       3.206561   \n",
       "min         1.000000            2009-12-01 07:45:00       0.001000   \n",
       "25%         2.000000            2010-07-07 12:08:00       1.250000   \n",
       "50%         5.000000            2010-12-03 15:10:00       1.950000   \n",
       "75%        12.000000            2011-07-28 13:05:00       3.750000   \n",
       "max     80995.000000            2011-12-09 12:50:00   10953.500000   \n",
       "std       143.634088                            NaN      29.199173   \n",
       "\n",
       "         Customer ID     TotalSales  \n",
       "count  805549.000000  805549.000000  \n",
       "mean    15331.954970      22.026505  \n",
       "min     12346.000000       0.001000  \n",
       "25%     13982.000000       4.950000  \n",
       "50%     15271.000000      11.850000  \n",
       "75%     16805.000000      19.500000  \n",
       "max     18287.000000  168469.600000  \n",
       "std      1696.737039     224.041928  "
      ],
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Quantity</th>\n",
       "      <th>InvoiceDate</th>\n",
       "      <th>Price</th>\n",
       "      <th>Customer ID</th>\n",
       "      <th>TotalSales</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>count</th>\n",
       "      <td>805549.000000</td>\n",
       "      <td>805549</td>\n",
       "      <td>805549.000000</td>\n",
       "      <td>805549.000000</td>\n",
       "      <td>805549.000000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>mean</th>\n",
       "      <td>13.290522</td>\n",
       "      <td>2011-01-02 10:24:44.106814464</td>\n",
       "      <td>3.206561</td>\n",
       "      <td>15331.954970</td>\n",
       "      <td>22.026505</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>min</th>\n",
       "      <td>1.000000</td>\n",
       "      <td>2009-12-01 07:45:00</td>\n",
       "      <td>0.001000</td>\n",
       "      <td>12346.000000</td>\n",
       "      <td>0.001000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25%</th>\n",
       "      <td>2.000000</td>\n",
       "      <td>2010-07-07 12:08:00</td>\n",
       "      <td>1.250000</td>\n",
       "      <td>13982.000000</td>\n",
       "      <td>4.950000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>50%</th>\n",
       "      <td>5.000000</td>\n",
       "      <td>2010-12-03 15:10:00</td>\n",
       "      <td>1.950000</td>\n",
       "      <td>15271.000000</td>\n",
       "      <td>11.850000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>75%</th>\n",
       "      <td>12.000000</td>\n",
       "      <td>2011-07-28 13:05:00</td>\n",
       "      <td>3.750000</td>\n",
       "      <td>16805.000000</td>\n",
       "      <td>19.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>max</th>\n",
       "      <td>80995.000000</td>\n",
       "      <td>2011-12-09 12:50:00</td>\n",
       "      <td>10953.500000</td>\n",
       "      <td>18287.000000</td>\n",
       "      <td>168469.600000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>std</th>\n",
       "      <td>143.634088</td>\n",
       "      <td>NaN</td>\n",
       "      <td>29.199173</td>\n",
       "      <td>1696.737039</td>\n",
       "      <td>224.041928</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 13
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-23T07:44:43.918244Z",
     "start_time": "2025-11-23T07:44:43.685091Z"
    }
   },
   "cell_type": "code",
   "source": [
    "top_countries = data[\"Country\"].value_counts().head(20)\n",
    "sns.barplot(y = top_countries.index, x = top_countries.values,palette = \"viridis\")\n",
    "plt.title(\"1~20country\")\n",
    "plt.xlabel(\"Value\")\n",
    "plt.ylabel(\"Country\")\n",
    "plt.show()"
   ],
   "id": "24415310bcae005a",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 14
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-23T07:44:45.895003Z",
     "start_time": "2025-11-23T07:44:45.705436Z"
    }
   },
   "cell_type": "code",
   "source": [
    "top_countries = data[\"Description\"].value_counts().head(20)\n",
    "sns.barplot(y = top_countries.index, x = top_countries.values,palette = \"viridis\")\n",
    "plt.title(\"1~20country\")\n",
    "plt.xlabel(\"Value\")\n",
    "plt.ylabel(\"Country\")\n",
    "plt.show()"
   ],
   "id": "44125b16eedf28db",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 15
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-23T07:44:54.184195Z",
     "start_time": "2025-11-23T07:44:47.882443Z"
    }
   },
   "cell_type": "code",
   "source": [
    "text = \" \".join(data[\"Description\"].astype(str))\n",
    "wordcloud = WordCloud(width = 2000, height = 1000, background_color = \"white\").generate(text)\n",
    "plt.imshow(wordcloud,interpolation=\"bilinear\")\n",
    "plt.axis(\"off\")\n",
    "plt.title(\"PDW\")\n",
    "plt.show()"
   ],
   "id": "4df8fc9be9385d53",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 16
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-23T07:45:31.862332Z",
     "start_time": "2025-11-23T07:45:31.286178Z"
    }
   },
   "cell_type": "code",
   "source": [
    "country_sales = data.groupby(\"Country\")[\"TotalSales\"].sum().sort_values(ascending=False).head(10)\n",
    "country_sales.plot(kind=\"bar\", color=\"green\")\n",
    "plt.title(\"Top 10 Countries by Total Sales\")\n",
    "plt.ylabel(\"Total Sales\")\n",
    "plt.show()\n",
    "data[\"Month\"] = data[\"InvoiceDate\"].dt.to_period(\"M\")\n",
    "monthly_sales = data.groupby(\"Month\")[\"TotalSales\"].sum()\n",
    "monthly_sales.plot(marker=\"o\", color=\"green\")\n",
    "plt.title(\"Monthly Sales Trend\")\n",
    "plt.ylabel(\"Total Sales\")\n",
    "plt.xticks(rotation=45)\n",
    "plt.show()\n",
    "daily_sales = data.groupby(data[\"InvoiceDate\"].dt.date)[\"TotalSales\"].sum()\n",
    "daily_sales.plot(color=\"orange\")\n",
    "plt.title(\"Daily Sales Trend\")\n",
    "plt.ylabel(\"Sales Amount\")\n",
    "plt.show()\n",
    "data[\"Weekday\"] = data[\"InvoiceDate\"].dt.day_name()\n",
    "weekday_sales = data.groupby(\"Weekday\")[\"TotalSales\"].sum().reindex(\n",
    "    [\"Monday\", \"Tuesday\", \"Wednesday\", \"Thursday\", \"Friday\", \"Saturday\", \"Sunday\"])\n",
    "sns.barplot(x=weekday_sales.index, y=weekday_sales.index, palette=\"coolwarm\")\n",
    "plt.title(\"Sales by Weekday\")\n",
    "plt.ylabel(\"Total Sales\")\n",
    "plt.show()"
   ],
   "id": "91d266b9897723c3",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    }
   ],
   "execution_count": 17
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-23T07:45:36.499783Z",
     "start_time": "2025-11-23T07:45:36.272486Z"
    }
   },
   "cell_type": "code",
   "source": [
    "snapshot_date = data[\"InvoiceDate\"].max() + pd.Timedelta(days=1)\n",
    "rfm = data.groupby(\"Customer ID\").agg({\n",
    "    \"InvoiceDate\": lambda x: (snapshot_date - x.max()).days,\n",
    "    \"Invoice\": \"nunique\",\n",
    "    \"TotalSales\": \"sum\"\n",
    "})\n",
    "rfm.rename(columns={\"InvoiceDate\": \"Recency\", \"Invoice\": \"Frequency\", \"TotalSales\":\n",
    "    \"Monetary\"}, inplace=True)\n",
    "rfm"
   ],
   "id": "98feca23323490ab",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "             Recency  Frequency  Monetary\n",
       "Customer ID                              \n",
       "12346            326         12  77556.46\n",
       "12347              2          8   5633.32\n",
       "12348             75          5   2019.40\n",
       "12349             19          4   4428.69\n",
       "12350            310          1    334.40\n",
       "...              ...        ...       ...\n",
       "18283              4         22   2736.65\n",
       "18284            432          1    461.68\n",
       "18285            661          1    427.00\n",
       "18286            477          2   1296.43\n",
       "18287             43          7   4182.99\n",
       "\n",
       "[5878 rows x 3 columns]"
      ],
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Recency</th>\n",
       "      <th>Frequency</th>\n",
       "      <th>Monetary</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Customer ID</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>12346</th>\n",
       "      <td>326</td>\n",
       "      <td>12</td>\n",
       "      <td>77556.46</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12347</th>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>5633.32</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12348</th>\n",
       "      <td>75</td>\n",
       "      <td>5</td>\n",
       "      <td>2019.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12349</th>\n",
       "      <td>19</td>\n",
       "      <td>4</td>\n",
       "      <td>4428.69</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12350</th>\n",
       "      <td>310</td>\n",
       "      <td>1</td>\n",
       "      <td>334.40</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18283</th>\n",
       "      <td>4</td>\n",
       "      <td>22</td>\n",
       "      <td>2736.65</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18284</th>\n",
       "      <td>432</td>\n",
       "      <td>1</td>\n",
       "      <td>461.68</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18285</th>\n",
       "      <td>661</td>\n",
       "      <td>1</td>\n",
       "      <td>427.00</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18286</th>\n",
       "      <td>477</td>\n",
       "      <td>2</td>\n",
       "      <td>1296.43</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18287</th>\n",
       "      <td>43</td>\n",
       "      <td>7</td>\n",
       "      <td>4182.99</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>5878 rows × 3 columns</p>\n",
       "</div>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 18
  },
  {
   "metadata": {
    "ExecuteTime": {
     "end_time": "2025-11-23T07:45:38.952384Z",
     "start_time": "2025-11-23T07:45:38.879505Z"
    }
   },
   "cell_type": "code",
   "source": [
    "rfm[\"R_Score\"] = pd.qcut(rfm[\"Recency\"], 4, labels=[4, 3, 2, 1])\n",
    "rfm[\"F_Score\"] = pd.qcut(rfm[\"Frequency\"].rank(method=\"first\"), 4, labels=[1, 2, 3, 4])\n",
    "rfm[\"M_Score\"] = pd.qcut(rfm[\"Monetary\"], 4, labels=[1, 2, 3, 4])\n",
    "rfm[\"RFM_Score\"] = rfm[[\"R_Score\", \"F_Score\", \"M_Score\"]].astype(int).sum(axis=1)\n",
    "\n",
    "sns.histplot(rfm[\"RFM_Score\"], bins=9, color=\"purple\")\n",
    "plt.title(\"Distribution of RFM Scores\")\n",
    "plt.show()\n",
    "rfm.head()"
   ],
   "id": "4e4a4f15013348ce",
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<Figure size 640x480 with 1 Axes>"
      ],
      "image/png": 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"
     },
     "metadata": {},
     "output_type": "display_data",
     "jetTransient": {
      "display_id": null
     }
    },
    {
     "data": {
      "text/plain": [
       "             Recency  Frequency  Monetary R_Score F_Score M_Score  RFM_Score\n",
       "Customer ID                                                                 \n",
       "12346            326         12  77556.46       2       4       4         10\n",
       "12347              2          8   5633.32       4       4       4         12\n",
       "12348             75          5   2019.40       3       3       3          9\n",
       "12349             19          4   4428.69       4       3       4         11\n",
       "12350            310          1    334.40       2       1       1          4"
      ],
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Recency</th>\n",
       "      <th>Frequency</th>\n",
       "      <th>Monetary</th>\n",
       "      <th>R_Score</th>\n",
       "      <th>F_Score</th>\n",
       "      <th>M_Score</th>\n",
       "      <th>RFM_Score</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>Customer ID</th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>12346</th>\n",
       "      <td>326</td>\n",
       "      <td>12</td>\n",
       "      <td>77556.46</td>\n",
       "      <td>2</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>10</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12347</th>\n",
       "      <td>2</td>\n",
       "      <td>8</td>\n",
       "      <td>5633.32</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>4</td>\n",
       "      <td>12</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12348</th>\n",
       "      <td>75</td>\n",
       "      <td>5</td>\n",
       "      <td>2019.40</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>3</td>\n",
       "      <td>9</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12349</th>\n",
       "      <td>19</td>\n",
       "      <td>4</td>\n",
       "      <td>4428.69</td>\n",
       "      <td>4</td>\n",
       "      <td>3</td>\n",
       "      <td>4</td>\n",
       "      <td>11</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12350</th>\n",
       "      <td>310</td>\n",
       "      <td>1</td>\n",
       "      <td>334.40</td>\n",
       "      <td>2</td>\n",
       "      <td>1</td>\n",
       "      <td>1</td>\n",
       "      <td>4</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "execution_count": 19
  }
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